{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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wIOhqREQk2elSRQU3YAAsW+YvU1StGnQ1IiKS7BQcKrB58+Chh+D++6FVq6Cr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\n/CEZSgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x69d8170>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "women_degrees = pd.read_csv('percent-bachelors-degrees-women-usa.csv')\n",
    "plt.plot(women_degrees['Year'], women_degrees['Biology'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ppTymiYNSSimlPKaJg1JKKaU8pomDUkoppTymiYNSSimlPKaJg1JKKaU8pomD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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6c16990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#100-women_degrees means men\n",
    "plt.plot(women_degrees['Year'], women_degrees['Biology'], c='blue', label='Women')\n",
    "plt.plot(women_degrees['Year'], 100-women_degrees['Biology'], c='green', label='Men')\n",
    "plt.legend(loc='upper right')\n",
    "plt.title('Percentage of Biology Degrees Awarded By Gender')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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A6BILAECXWAAAusQCANAlFgCALrEAAHSJBQCgSywAAF1iAQDoEgsAQJdYAAC6xAIA0CUW\nAIAusQAAdIkFAKBLLAAAXWIBAOgSCwBAl1gAALrEAgDQJRYAgC6xAAB0iQUAoEssAABdYgEA6BIL\nAECXWAAAusQCANAlFgCALrEAAHSJBQCgSywAAF1iAQDoEgsAQJdYAAC6xAIA0CUWAIAusQAAdIkF\nAKBLLAAAXWIBAOgSCwBAl1gAALrEAgDQJRYAgC6xAAB0iQUAoEssAABdYoHvW1xcnPYUTjjWfPKs\n+eRZ861vrFioquur6omqeq6qHqqqcw+z/U9W1VJVPV9VX6iqq8ebLpvJ/6Enz5pPnjWfPGu+9Y0c\nC1V1eZKbk9yQ5A1JPp9kb1VtW2f7M5L8YZIHkpyT5NYkH66qt443ZQBgksY5s7CQ5M7W2t2ttUeT\nXJvk2STXrLP9v0vypdbar7TWHmut3Zbkvw/vBwA4xo0UC1V1apK5DM4SJElaay3J/UnOW2e3Nw2/\nv9rezvYAwDHklBG335bk5CT714zvT3LWOvvsWGf7l1fVS1pr3znEPqclySOPPDLi9DgaBw4cyPLy\n8rSncUKx5pNnzSfPmk/Wqr+dp23UfY4aC5NyRpJcddVVU57GiWdubm7aUzjhWPPJs+aTZ82n4owk\n+zbijkaNha8n+cck29eMb0/y1XX2+eo62z+zzlmFZHCZ4sokTyZ5fsQ5AsCJ7LQMQmHvRt3hSLHQ\nWnuhqpaSXJDk3iSpqhp+/Z/X2e3BJBevGbtwOL7ecb6R5GOjzA0A+L4NOaOwYpxXQ9yS5H1V9Z6q\nem2SO5KcnmR3klTVTVW1Z9X2dyQ5s6o+WFVnVdV1SS4b3g8AcIwb+TkLrbV7hu+pcGMGlxMeTnJR\na+3p4SY7kuxctf2TVfW2JB9K8otJnkry3tba2ldIAADHoBq88hEA4NB8NgQA0CUWAICuqcSCD6Ka\nvFHWvKouqar7quprVXWgqvZV1YWTnO/xYNSf81X7nV9VL1SVd7EZ0Ri/W36oqn6zqp4c/n75UlX9\n/ISme1wYY82vrKqHq+rbVfV3VXVXVb1iUvPd6qrqzVV1b1V9uaoOVtU7jmCfo/4bOvFY8EFUkzfq\nmid5S5L7MnjJ62ySTyX5ZFWdM4HpHhfGWPOV/WaS7Mn//xbpHMaYa/6JJD+VZFeS1ySZT/LYJk/1\nuDHG7/PzM/j5/v0kr8vglXE/keT3JjLh48NLM3hhwXVJDvukww37G9pam+gtyUNJbl31dWXwColf\nWWf7Dyb532vGFpP88aTnvlVvo675OvfxV0n+07Qfy1a5jbvmw5/tD2Twy3d52o9jK93G+N3yM0n+\nPsk/nfbct+ptjDX/j0m+uGbsF5L87bQfy1a8JTmY5B2H2WZD/oZO9MyCD6KavDHXfO19VJKXZfCL\nlcMYd82raleSV2cQC4xgzDV/e5LPJfnVqnqqqh6rqt+pqg17P/3j2Zhr/mCSnVV18fA+tid5V5I/\n2tzZntA25G/opC9D9D6Iasc6+3Q/iGpjp3dcGmfN1/rlDE593bOB8zqejbzmVfWjSX4ryZWttYOb\nO73j0jg/52cmeXOSf57knUn+fQanxW/bpDkeb0Ze89baviRXJfl4VX03yVeSfDODswtsjg35G+rV\nEHRV1RVJ3p/kXa21r097PsejqjopyUeT3NBae3xleIpTOlGclMFp3Ctaa59rrf1Jkl9KcrV/iGyO\nqnpdBtfMfyOD50NdlMHZtDunOC2OwKQ/dXJSH0TFD4yz5kmSqnp3Bk88uqy19qnNmd5xadQ1f1mS\nNyZ5fVWt/Kv2pAyuAH03yYWttT/bpLkeL8b5Of9Kki+31r61auyRDELtnyV5/JB7sWKcNf+1JJ9u\nra283f9fDT8C4M+r6tdba2v/BczR25C/oRM9s9BaeyHJygdRJXnRB1Gt96EXD67efqj7QVT8wJhr\nnqqaT3JXkncP/8XFERpjzZ9J8mNJXp/Bs5XPyeAzVR4d/vdnNnnKW96YP+efTvKqqjp91dhZGZxt\neGqTpnrcGHPNT0/yvTVjBzN4Vr+zaZtjY/6GTuHZmz+X5Nkk70ny2gxOP30jyY8Mv39Tkj2rtj8j\nyf/N4BmdZ2XwcpHvJvnpaT8TdavcxljzK4ZrfG0GBbpye/m0H8tWuY265ofY36shNnnNM3gezt8k\n+XiSszN4yfBjSe6Y9mPZKrcx1vzqJN8Z/m55dZLzk3w2yb5pP5atchv+3J6TwT8uDib5D8Ovd66z\n5hvyN3RaD/a6JE8meS6Dunnjqu/9QZI/XbP9WzIo2OeSfDHJv572/2Bb7TbKmmfwvgr/eIjbf5v2\n49hKt1F/ztfsKxYmsOYZvLfC3iTfGobDbyd5ybQfx1a6jbHm1yf5y+GaP5XB+y68ctqPY6vckvyr\nYSQc8vfzZv0N9UFSAECXV0MAAF1iAQDoEgsAQJdYAAC6xAIA0CUWAIAusQAAdIkFAKBLLAAAXWIB\nAOgSCwBA1/8DBAe+bZJxNlwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7a66c30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9BkenQBMHpZRSPigkJITp06cnmP7bb79x+PBhgoODvRCVAk0clFJK+aA2bdow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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7497570>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "# Add your code here.\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(women_degrees['Year'], women_degrees['Biology'], label='Women')\n",
    "ax.plot(women_degrees['Year'], 100-women_degrees['Biology'], label='Men')\n",
    "\n",
    "ax.tick_params(bottom=\"off\", top=\"off\", left=\"off\", right=\"off\")\n",
    "ax.set_title('Percentage of Biology Degrees Awarded By Gender')\n",
    "ax.legend(loc=\"upper right\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9BkenQBMHpZRSPigkJITp06cnmP7bb79x+PBhgoODvRCVAk0clFJK+aA2bdow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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6cdf810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ctQAqV3a7IhHvouCQxRljeOW2V/DP7s+zi57lTNwZ3mj+hsKDZEmbNzsL/vj7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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6e6fa30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(women_degrees['Year'], women_degrees['Biology'], c='blue', label='Women')\n",
    "ax.plot(women_degrees['Year'], 100-women_degrees['Biology'], c='green', label='Men')\n",
    "ax.tick_params(bottom=\"off\", top=\"off\", left=\"off\", right=\"off\")\n",
    "\n",
    "for key,spine in ax.spines.items():\n",
    "    spine.set_visible(False)\n",
    "# End solution code.\n",
    "ax.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uRTrXsURERCQeerHMi6w8vJJ2X7VjR5cd5PDP4TqSOHYz8iYRkREkS5QsWvf7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\nDoVs2bxOIyIiIqFq5Ur43//gySehWTOv03jvllvg88/ddnKVK8OGDV4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eBFYDlfyZ5UKe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FbAZHezZOCMu03uE8JVBVadY9O7AKZPn07dunU9GdknRo8ezYQJE5yOcUmU3RnK7gxld0agZt+4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\n6ecxX/v2uTC+aBF8/70L4Hfc4cLzyy9D3bruuKgoOHAAdu6EXbsu/fjLL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      "text/plain": [
       "<matplotlib.figure.Figure at 0x6ce5e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RdWJXFu9czPJBy6lavKrXJQUyjXiLiIiIBKvQkFBGtR/Fb3t+Y+L6iV6XIyLZ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\n3pIkSZIk5ej/AztQFhqxY5cqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6dbab90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "major_cats = ['Biology', 'Computer Science', 'Engineering', 'Math and Statistics']\n",
    "fig = plt.figure(figsize=(12, 12))\n",
    "\n",
    "for sp in range(0,4):\n",
    "    ax = fig.add_subplot(2,2,sp+1)\n",
    "    ax.plot(women_degrees['Year'], women_degrees[major_cats[sp]], c='blue', label='Women')\n",
    "    ax.plot(women_degrees['Year'], 100-women_degrees[major_cats[sp]], c='green', label='Men')\n",
    "    # Add your code here.\n",
    "\n",
    "# Calling pyplot.legend() here will add the legend to the last subplot that was created.\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()\n",
    "\n",
    "major_cats = ['Biology', 'Computer Science', 'Engineering', 'Math and Statistics']\n",
    "fig = plt.figure(figsize=(12, 12))\n",
    "\n",
    "for sp in range(0,4):\n",
    "    ax = fig.add_subplot(2,2,sp+1)\n",
    "    ax.plot(women_degrees['Year'], women_degrees[major_cats[sp]], c='blue', label='Women')\n",
    "    ax.plot(women_degrees['Year'], 100-women_degrees[major_cats[sp]], c='green', label='Men')\n",
    "    for key,spine in ax.spines.items():\n",
    "        spine.set_visible(False)\n",
    "    ax.set_xlim(1968, 2011)\n",
    "    ax.set_ylim(0,100)\n",
    "    ax.set_title(major_cats[sp])\n",
    "    ax.tick_params(bottom=\"off\", top=\"off\", left=\"off\", right=\"off\")\n",
    "\n",
    "# Calling pyplot.legend() here will add the legend to the last subplot that was created.\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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